Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2965 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.1 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly overall correlated with qtd_invoices and 3 other fields | High correlation |
recency is highly overall correlated with qtd_invoices | High correlation |
qtd_invoices is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qtd_items is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qtd_products is highly overall correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
avg_basket_size is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_unique_basket_size is highly overall correlated with qtd_products and 1 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 25.14464074) | Skewed |
returns is highly skewed (γ1 = 21.97352154) | Skewed |
customer_id has unique values | Unique |
recency has 33 (1.1%) zeros | Zeros |
returns has 1480 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-13 17:32:26.542500 |
|---|---|
| Analysis finished | 2023-11-13 17:33:10.256327 |
| Duration | 43.71 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 2965 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.25 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.2 |
| Q1 | 13799 |
| median | 15220 |
| Q3 | 16770 |
| 95-th percentile | 17964.8 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2971 |
Descriptive statistics
| Standard deviation | 1719.5227 |
|---|---|
| Coefficient of variation (CV) | 0.11260606 |
| Kurtosis | -1.2063686 |
| Mean | 15270.25 |
| Median Absolute Deviation (MAD) | 1489 |
| Skewness | 0.032497971 |
| Sum | 45276291 |
| Variance | 2956758.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17588 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| 15912 | 1 | < 0.1% |
| Other values (2955) | 2955 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2950 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2695.7413 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 230.892 |
| Q1 | 570.96 |
| median | 1086.92 |
| Q3 | 2308.06 |
| 95-th percentile | 7180.164 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10140.316 |
|---|---|
| Coefficient of variation (CV) | 3.7616057 |
| Kurtosis | 396.92543 |
| Mean | 2695.7413 |
| Median Absolute Deviation (MAD) | 671.72 |
| Skewness | 17.627256 |
| Sum | 7992872.9 |
| Variance | 1.0282601 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2053.02 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| 1025.44 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| Other values (2940) | 2945 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 | |
| 70.02 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
recency
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.214503 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.578787 |
|---|---|
| Coefficient of variation (CV) | 1.2081194 |
| Kurtosis | 2.7602371 |
| Mean | 64.214503 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7946797 |
| Sum | 190396 |
| Variance | 6018.4681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.9% |
| 2 | 84 | 2.8% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 7 | 66 | 2.2% |
| 9 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 16 | 55 | 1.9% |
| Other values (262) | 2216 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.1% |
| 1 | 99 | |
| 2 | 84 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 3 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qtd_invoices
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7254637 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8563763 |
|---|---|
| Coefficient of variation (CV) | 1.54684 |
| Kurtosis | 190.95926 |
| Mean | 5.7254637 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.769262 |
| Sum | 16976 |
| Variance | 78.435401 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 784 | |
| 3 | 497 | |
| 4 | 394 | |
| 5 | 236 | 8.0% |
| 1 | 189 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 68 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 189 | 6.4% |
| 2 | 784 | |
| 3 | 497 | |
| 4 | 394 | |
| 5 | 236 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 68 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 |
qtd_items
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1671 |
|---|---|
| Distinct (%) | 56.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1583.4853 |
| Minimum | 2 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 103 |
| Q1 | 297 |
| median | 642 |
| Q3 | 1401 |
| 95-th percentile | 4404 |
| Maximum | 196844 |
| Range | 196842 |
| Interquartile range (IQR) | 1104 |
Descriptive statistics
| Standard deviation | 5708.0046 |
|---|---|
| Coefficient of variation (CV) | 3.6047095 |
| Kurtosis | 516.26228 |
| Mean | 1583.4853 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 18.729187 |
| Sum | 4695034 |
| Variance | 32581317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 288 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 394 | 7 | 0.2% |
| 200 | 7 | 0.2% |
| Other values (1661) | 2882 |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 | |
| 26 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 | |
| 50255 | 1 |
qtd_products
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 467 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.85228 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 270.04472 |
|---|---|
| Coefficient of variation (CV) | 2.1981255 |
| Kurtosis | 354.52323 |
| Mean | 122.85228 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.701118 |
| Sum | 364257 |
| Variance | 72924.151 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 43 | 1.5% |
| 20 | 37 | 1.2% |
| 29 | 35 | 1.2% |
| 35 | 35 | 1.2% |
| 19 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 25 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 26 | 30 | 1.0% |
| Other values (457) | 2625 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.2% |
| 2 | 14 | |
| 3 | 15 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 28 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2697 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1672 | 1 | |
| 1637 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2963 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.013426 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.9135686 |
| Q1 | 13.119333 |
| median | 17.974384 |
| Q3 | 24.988286 |
| 95-th percentile | 90.2355 |
| Maximum | 4453.43 |
| Range | 4451.2794 |
| Interquartile range (IQR) | 11.868952 |
Descriptive statistics
| Standard deviation | 119.59119 |
|---|---|
| Coefficient of variation (CV) | 3.6225016 |
| Kurtosis | 812.16217 |
| Mean | 33.013426 |
| Median Absolute Deviation (MAD) | 5.9942223 |
| Skewness | 25.144641 |
| Sum | 97884.807 |
| Variance | 14302.052 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.47833333 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 18.15222222 | 1 | < 0.1% |
| 21.47435897 | 1 | < 0.1% |
| 3.411945289 | 1 | < 0.1% |
| 16.29372093 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| 20.51104167 | 1 | < 0.1% |
| Other values (2953) | 2953 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 | |
| 615.75 | 1 |
avg_recency_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.33252 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 26 |
| median | 48.285714 |
| Q3 | 85.333333 |
| 95-th percentile | 200.8 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.333333 |
Descriptive statistics
| Standard deviation | 63.521583 |
|---|---|
| Coefficient of variation (CV) | 0.94340123 |
| Kurtosis | 4.9035857 |
| Mean | 67.33252 |
| Median Absolute Deviation (MAD) | 26.285714 |
| Skewness | 2.0656046 |
| Sum | 199640.92 |
| Variance | 4034.9915 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 70 | 21 | 0.7% |
| 4 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 18 | 0.6% |
| 49 | 18 | 0.6% |
| 46 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 5 | 16 | 0.5% |
| Other values (1248) | 2775 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 21 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1348 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063184863 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0094339623 |
| Q1 | 0.017777778 |
| median | 0.029304029 |
| Q3 | 0.055393586 |
| 95-th percentile | 0.22222222 |
| Maximum | 3 |
| Range | 2.9945504 |
| Interquartile range (IQR) | 0.037615808 |
Descriptive statistics
| Standard deviation | 0.13442478 |
|---|---|
| Coefficient of variation (CV) | 2.127484 |
| Kurtosis | 121.94959 |
| Mean | 0.063184863 |
| Median Absolute Deviation (MAD) | 0.014266435 |
| Skewness | 8.7930514 |
| Sum | 187.34312 |
| Variance | 0.018070022 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3333333333 | 21 | 0.7% |
| 0.1666666667 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.1333333333 | 16 | 0.5% |
| 0.4 | 15 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| Other values (1338) | 2791 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6514745308 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
returns
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 213 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.827993 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 1480 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 99.6 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 282.97012 |
|---|---|
| Coefficient of variation (CV) | 8.1247897 |
| Kurtosis | 595.93568 |
| Mean | 34.827993 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 21.973522 |
| Sum | 103265 |
| Variance | 80072.089 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 147 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 7 | 43 | 1.5% |
| 8 | 43 | 1.5% |
| Other values (203) | 704 |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 147 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.5% |
| 8 | 43 | 1.5% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1978 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236.46733 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.3333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44.277778 |
| Q1 | 103.3 |
| median | 172.33333 |
| Q3 | 281.69231 |
| 95-th percentile | 599.76 |
| Maximum | 6009.3333 |
| Range | 6008.3333 |
| Interquartile range (IQR) | 178.39231 |
Descriptive statistics
| Standard deviation | 283.96574 |
|---|---|
| Coefficient of variation (CV) | 1.2008667 |
| Kurtosis | 102.75719 |
| Mean | 236.46733 |
| Median Absolute Deviation (MAD) | 83.083333 |
| Skewness | 7.701917 |
| Sum | 701125.63 |
| Variance | 80636.543 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 73 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 60 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 136 | 8 | 0.3% |
| 130 | 7 | 0.2% |
| Other values (1968) | 2878 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 |
avg_unique_basket_size
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 907 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.504034 |
| Minimum | 0.2 |
|---|---|
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.7096774 |
| median | 13.6 |
| Q3 | 22.142857 |
| 95-th percentile | 46 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.43318 |
Descriptive statistics
| Standard deviation | 15.465464 |
|---|---|
| Coefficient of variation (CV) | 0.88353715 |
| Kurtosis | 29.301065 |
| Mean | 17.504034 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 3.4352829 |
| Sum | 51899.46 |
| Variance | 239.18058 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 42 | 1.4% |
| 9 | 41 | 1.4% |
| 8 | 39 | 1.3% |
| 16 | 39 | 1.3% |
| 17 | 38 | 1.3% |
| 14 | 38 | 1.3% |
| 7 | 36 | 1.2% |
| 11 | 36 | 1.2% |
| 5 | 36 | 1.2% |
| 15 | 35 | 1.2% |
| Other values (897) | 2585 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 177 | 1 | |
| 148 | 1 | |
| 127 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 |
| customer_id | gross_revenue | recency | qtd_invoices | qtd_items | qtd_products | avg_ticket | avg_recency_days | frequency | returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.077 | 0.000 | 0.026 | -0.071 | 0.013 | -0.131 | 0.018 | -0.008 | -0.064 | -0.124 | -0.017 |
| gross_revenue | -0.077 | 1.000 | -0.414 | 0.771 | 0.925 | 0.745 | 0.245 | -0.250 | 0.163 | 0.372 | 0.573 | 0.104 |
| recency | 0.000 | -0.414 | 1.000 | -0.503 | -0.407 | -0.436 | 0.049 | 0.109 | -0.033 | -0.120 | -0.096 | 0.015 |
| qtd_invoices | 0.026 | 0.771 | -0.503 | 1.000 | 0.717 | 0.689 | 0.060 | -0.260 | 0.150 | 0.296 | 0.100 | -0.183 |
| qtd_items | -0.071 | 0.925 | -0.407 | 0.717 | 1.000 | 0.731 | 0.166 | -0.230 | 0.148 | 0.344 | 0.729 | 0.146 |
| qtd_products | 0.013 | 0.745 | -0.436 | 0.689 | 0.731 | 1.000 | -0.378 | -0.166 | 0.101 | 0.245 | 0.383 | 0.515 |
| avg_ticket | -0.131 | 0.245 | 0.049 | 0.060 | 0.166 | -0.378 | 1.000 | -0.123 | 0.100 | 0.190 | 0.186 | -0.619 |
| avg_recency_days | 0.018 | -0.250 | 0.109 | -0.260 | -0.230 | -0.166 | -0.123 | 1.000 | -0.962 | -0.399 | -0.080 | 0.130 |
| frequency | -0.008 | 0.163 | -0.033 | 0.150 | 0.148 | 0.101 | 0.100 | -0.962 | 1.000 | 0.361 | 0.059 | -0.103 |
| returns | -0.064 | 0.372 | -0.120 | 0.296 | 0.344 | 0.245 | 0.190 | -0.399 | 0.361 | 1.000 | 0.210 | -0.053 |
| avg_basket_size | -0.124 | 0.573 | -0.096 | 0.100 | 0.729 | 0.383 | 0.186 | -0.080 | 0.059 | 0.210 | 1.000 | 0.403 |
| avg_unique_basket_size | -0.017 | 0.104 | 0.015 | -0.183 | 0.146 | 0.515 | -0.619 | 0.130 | -0.103 | -0.053 | 0.403 | 1.000 |
| customer_id | gross_revenue | recency | qtd_invoices | qtd_items | qtd_products | avg_ticket | avg_recency_days | frequency | returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.152222 | 35.500000 | 0.486111 | 40.0 | 50.970588 | 0.617647 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.904035 | 27.250000 | 0.048780 | 35.0 | 154.444444 | 11.666667 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.902500 | 23.187500 | 0.045699 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.866071 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 4.800000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.000000 | 8.600000 | 0.136364 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.326471 | 23.200000 | 0.054441 | 29.0 | 150.142857 | 4.357143 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.219786 | 18.300000 | 0.073569 | 399.0 | 172.428571 | 7.047619 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.719836 | 35.700000 | 0.039106 | 41.0 | 171.416667 | 3.833333 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.543464 | 4.144444 | 0.315508 | 474.0 | 419.714286 | 6.230769 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.934776 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 4.857143 |
| customer_id | gross_revenue | recency | qtd_invoices | qtd_items | qtd_products | avg_ticket | avg_recency_days | frequency | returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5601 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.064394 | 6.0 | 0.285714 | 6.0 | 645.000000 | 66.000000 |
| 5611 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 11.708889 | 12.0 | 0.153846 | 0.0 | 101.500000 | 15.000000 |
| 5612 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.400000 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.500000 |
| 5623 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 4.199036 | 7.0 | 0.250000 | 0.0 | 203.000000 | 66.500000 |
| 5629 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 16.956849 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.000000 |
| 5633 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.773333 | 4.0 | 0.333333 | 34.0 | 382.000000 | 30.000000 |
| 5654 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 47.075333 | 3.0 | 1.000000 | 50.0 | 169.333333 | 4.666667 |
| 5660 | 13521 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 2.511241 | 4.5 | 0.300000 | 0.0 | 244.333333 | 104.000000 |
| 5670 | 15060 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 2.515333 | 1.0 | 2.000000 | 0.0 | 65.500000 | 20.000000 |
| 5689 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.541818 | 6.0 | 0.285714 | 196.0 | 196.000000 | 11.000000 |